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Florent Poux, Ph.D.

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3D Data Science with Python: Building Accurate Digital Environments with 3D Point Cloud Workflows

3D Data Science with Python: Building Accurate Digital Environments with 3D Point Cloud Workflows

Learn to leverage Python for advanced 3D data processing, visualization, and AI-enabled workflows.

2025

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Data Science Collective

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Florent Poux, Ph.D.

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Jul 7

The Ultimate Guide for 3D Spatial AI (Sensors to Systems)

3D spatial AI with Python roadmap: point clouds, reconstruction, segmentation, deep learning, semantics, modelling, vizualization workflows.

The Ultimate Guide for 3D Spatial AI (Sensors to Systems)

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TDS Archive

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Florent Poux, Ph.D.

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Apr 4, 2023

3D Python Workflows for LiDAR City Models: A Step-by-Step Guide

The Ultimate Guide to unlocking a streamlined workflow for 3D City Modelling Applications. The tutorial covers Python Automation combining…

3D Python Workflows for LiDAR City Models: A Step-by-Step Guide by Florent Poux

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Florent Poux, Ph.D.

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Jun 29, 2022

3D Machine Learning 201 Guide: Point Cloud Semantic Segmentation

Complete python tutorial to create supervised learning AI systems for semantic segmentation of unstructured 3D LiDAR point cloud data.

3D Machine Learning tutorial: How to develop a Semantic Segmentation Framework for 3D LiDAR Point Cloud Data by Florent Poux

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ILLUMINATION

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Florent Poux, Ph.D.

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1d ago

Running an Online Education Business after 2026: What the Numbers Actually Say

A founder’s guide to running an online education business in a technical niche, from search demand and email to the stack and credentials

3D Education Business card: a raw university scan turned into a deliverable with numbered issue pins

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Data Science Collective

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Florent Poux, Ph.D.

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2d ago

Automate Quotations From 3D Data: The Complete Python Guide

How to turn a 3D point cloud into net wall areas, material quantities and a renovation quote, step-by-step with Python

A before and after thumbnail on a light sepia card with a rust border, an office point cloud coloured by class on the left and the same room's walls as green paint cells with orange and blue openings and red flagged patches on the right, under the headline Scan to quote.

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Data Science Collective

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Florent Poux, Ph.D.

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Oct 26

How to Build a 2D Map and 3D Evacuation Simulation From 3D Scan Data (Python)

A before and after thumbnail on a light sepia card with a deep blue border, a top view of an office floor point cloud on the left and a grey floor plan shaded by walking distance with red escape routes running to the exits on the right, under the headline 3D evacuation plan.

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Data Science Collective

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Florent Poux, Ph.D.

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Oct 19

How to Automate 3D Deliverables (Accessibility Map) From 3D Scan

A step-by-step tutorial to generate 3D Maps that check clear widths, turning circles, and reachable rooms in a 3D point cloud.

A before and after thumbnail on a light sepia card with a green border, a point cloud of a university floor in natural colours on the left and the same floor painted green and amber for reach with numbered red and amber issue pins on the right, under the headline Wheelchair 3D audit.

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Data Science Collective

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Florent Poux, Ph.D.

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Oct 12

3D Scan-to-BIM 101: Hands-on Automation Course

A practical 3D Scan-to-BIM guide with a focus on automated reconstruction of floors, ceilings, and walls, then exporting it as an .IFC file

A before and after thumbnail on a light sepia card with a gold border, an office point cloud coloured by class on the left and a translucent blue wall solid and a translucent orange wall solid inside the pale grey scan on the right, under the headline 3D scan to IFC.

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Data Science Collective

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Florent Poux, Ph.D.

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Oct 5

How to Turn a 3D Scan Into a CAD Floor Plan

The step-by-step guide to turning a 3D point cloud scan into an editable DXF + PDF floor plan with clean vector walls

A before and after thumbnail on a light sepia card with a blue border, an oblique 3D view of a classroom point cloud with blue walls and green, orange and purple furniture on the left, and on the right a rectangular plan with two 5.26 m walls marked 100 percent seen and a dashed orange 10.54 m wall marked 12 percent seen, under the headline Scan to floor plan.

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Data Science Collective

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Florent Poux, Ph.D.

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Sep 22

Turn 3D Gaussian Splatting into a textured mesh (Python, no GPU)

Python Guide to turn a trained 3D Gaussian splat of a forest cabin into a solid, textured mesh (.glb) you can open and edit in Blender.

Gaussian splat to a clean textured mesh, the full local pipeline

Florent Poux, Ph.D.

Florent Poux, Ph.D.

11.1K followers

Book Author

🏆 Head Professor | 3D Data + Spatial AI. https://learngeodata.eu (💻 + 📦 + 📙 + ▶️)

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